Capabilities¶

Key capabilities of Quality Prediction Hub are:

• Automatic quality prediction using production data analytics.
• Wizard-based user interface for selecting machine data, quality data and ML model parameters.
• Visualization of machine and quality data, including run-time charts, distribution histograms and correlation map.
• Automatic pre-processing, aggregation, and feature generation for machine and quality data.
• Automatic training of selected ML model to solve a regression problem for quality prediction.
• Visualization of prediction results with True vs Predicted values chart, Feature Importance diagram and Model Accuracy analysis.
• Automatic update of views for user role engineer and process operator.
• Output of predicted quality results in relation to specified tolerances.